A Comprehensive Survey on Model Quantization for Deep Neural Networks in Image Classification

14 May 2022

Papers citing "A Comprehensive Survey on Model Quantization for Deep Neural Networks in Image Classification"

12 / 12 papers shown

Title
Aggregating empirical evidence from data strategy studies: a case on model quantization Santiago del Rey Paulo Sérgio Medeiros dos Santos Guilherme Horta Travassos Xavier Franch Silverio Martínez-Fernández MQ 33 0 0 01 May 2025
Hardware-Aware DNN Compression for Homogeneous Edge Devices Kunlong Zhang Guiying Li Ning Lu Peng Yang K. Tang 40 0 0 28 Jan 2025
Quantized symbolic time series approximation Erin Carson Xinye Chen Cheng Kang AI4TS 66 0 0 20 Nov 2024
Predicting Probabilities of Error to Combine Quantization and Early Exiting: QuEE Florence Regol Joud Chataoui Bertrand Charpentier Mark J. Coates Pablo Piantanida Stephan Gunnemann 22 0 0 20 Jun 2024
Towards Green AI: Current status and future research Christian Clemm Lutz Stobbe Kishan Wimalawarne Jan Druschke 25 1 0 01 May 2024
Neuromorphic Intermediate Representation: A Unified Instruction Set for Interoperable Brain-Inspired Computing Jens Egholm Pedersen Steven Abreu Matthias Jobst Gregor Lenz Vittorio Fra ... Gianvito Urgese Sadasivan Shankar Terrence C. Stewart Jason Eshraghian Sadique Sheik 25 30 0 24 Nov 2023
Pruning and Quantization for Deep Neural Network Acceleration: A Survey Tailin Liang C. Glossner Lei Wang Shaobo Shi Xiaotong Zhang MQ 124 665 0 24 Jan 2021
Hessian-Aware Pruning and Optimal Neural Implant Shixing Yu Z. Yao A. Gholami Zhen Dong Sehoon Kim Michael W. Mahoney Kurt Keutzer 44 58 0 22 Jan 2021
Forward and Backward Information Retention for Accurate Binary Neural Networks Haotong Qin Ruihao Gong Xianglong Liu Mingzhu Shen Ziran Wei F. Yu Jingkuan Song MQ 117 321 0 24 Sep 2019
MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications Andrew G. Howard Menglong Zhu Bo Chen Dmitry Kalenichenko Weijun Wang Tobias Weyand M. Andreetto Hartwig Adam 3DH 948 20,214 0 17 Apr 2017
Incremental Network Quantization: Towards Lossless CNNs with Low-Precision Weights Aojun Zhou Anbang Yao Yiwen Guo Lin Xu Yurong Chen MQ 291 1,002 0 10 Feb 2017
ImageNet Large Scale Visual Recognition Challenge Olga Russakovsky Jia Deng Hao Su J. Krause S. Satheesh ... A. Karpathy A. Khosla Michael S. Bernstein Alexander C. Berg Li Fei-Fei VLM ObjD 279 39,083 0 01 Sep 2014